{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# seaborn.lineplot()折线图\n",
    "\n",
    "解读\n",
    "\n",
    "注意：数据一定是通过DataFrame中传送的\n",
    "\n",
    "函数原型："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "seaborn.lineplot(x=None, y=None, hue=None, \n",
    "                 size=None, style=None, data=None,\n",
    "                 palette=None, hue_order=None, hue_norm=None, \n",
    "                 sizes=None, size_order=None, size_norm=None, \n",
    "                 dashes=True, markers=None, style_order=None, \n",
    "                 units=None, estimator='mean', ci=95, n_boot=1000,\n",
    "                 sort=True, err_style='band', err_kws=None,\n",
    "                 legend='brief', ax=None, **kwargs)\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "参数解读：\n",
    "必须的参数data\n",
    "其他参数均为可选；\n",
    "\n",
    "data:是DataFrame类型的;\n",
    "\n",
    "可选：下面均为可选\n",
    "\n",
    "x,y：数据中变量的名称;\n",
    "\n",
    "hue:数据中变量名称(比如：二维数据中的列名)  \n",
    "作用：对将要生成不同颜色的线进行分组，可以是分类或数据。\n",
    "\n",
    "size:数据中变量名称(比如：二维数据中的列名)  \n",
    "作用：对将要生成不同宽度的线进行分组，可以是分类或数据。\n",
    "\n",
    "style:数据中变量名称(比如：二维数据中的列名)  \n",
    "作用：对将生成具有不同破折号、或其他标记的变量进行分组。\n",
    "\n",
    "palette:调试板名称，列表或字典类型  \n",
    "作用：设置hue指定的变量的不同级别颜色。\n",
    "\n",
    "hue_order:列表(list)类型  \n",
    "作用：指定hue变量出现的指定顺序，否则他们是根据数据确定的。\n",
    "\n",
    "hue_norm:tuple或Normalize对象  \n",
    "\n",
    "sizes:list dict或tuple类型  \n",
    "作用：设置线宽度，当其为数字时，它也可以是一个元组，指定要使用的最大和最小值，会自动在该范围内对其他值进行规范化。\n",
    "\n",
    "units:对变量识别抽样单位进行分组，使用时，将为每个单元绘制一个单独的行。  \n",
    "\n",
    "estimator:pandas方法的名称或回调函数或者None  \n",
    "作用：用于在同一x水平上聚合y变量的多个观察值的方法，如果为None，则将绘制所有观察结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>bp</th>\n",
       "      <th>s1</th>\n",
       "      <th>s2</th>\n",
       "      <th>s3</th>\n",
       "      <th>s4</th>\n",
       "      <th>s5</th>\n",
       "      <th>s6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.038076</td>\n",
       "      <td>0.050680</td>\n",
       "      <td>0.061696</td>\n",
       "      <td>0.021872</td>\n",
       "      <td>-0.044223</td>\n",
       "      <td>-0.034821</td>\n",
       "      <td>-0.043401</td>\n",
       "      <td>-0.002592</td>\n",
       "      <td>0.019908</td>\n",
       "      <td>-0.017646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.001882</td>\n",
       "      <td>-0.044642</td>\n",
       "      <td>-0.051474</td>\n",
       "      <td>-0.026328</td>\n",
       "      <td>-0.008449</td>\n",
       "      <td>-0.019163</td>\n",
       "      <td>0.074412</td>\n",
       "      <td>-0.039493</td>\n",
       "      <td>-0.068330</td>\n",
       "      <td>-0.092204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.085299</td>\n",
       "      <td>0.050680</td>\n",
       "      <td>0.044451</td>\n",
       "      <td>-0.005671</td>\n",
       "      <td>-0.045599</td>\n",
       "      <td>-0.034194</td>\n",
       "      <td>-0.032356</td>\n",
       "      <td>-0.002592</td>\n",
       "      <td>0.002864</td>\n",
       "      <td>-0.025930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.089063</td>\n",
       "      <td>-0.044642</td>\n",
       "      <td>-0.011595</td>\n",
       "      <td>-0.036656</td>\n",
       "      <td>0.012191</td>\n",
       "      <td>0.024991</td>\n",
       "      <td>-0.036038</td>\n",
       "      <td>0.034309</td>\n",
       "      <td>0.022692</td>\n",
       "      <td>-0.009362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.005383</td>\n",
       "      <td>-0.044642</td>\n",
       "      <td>-0.036385</td>\n",
       "      <td>0.021872</td>\n",
       "      <td>0.003935</td>\n",
       "      <td>0.015596</td>\n",
       "      <td>0.008142</td>\n",
       "      <td>-0.002592</td>\n",
       "      <td>-0.031991</td>\n",
       "      <td>-0.046641</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        age       sex       bmi        bp        s1        s2        s3  \\\n",
       "0  0.038076  0.050680  0.061696  0.021872 -0.044223 -0.034821 -0.043401   \n",
       "1 -0.001882 -0.044642 -0.051474 -0.026328 -0.008449 -0.019163  0.074412   \n",
       "2  0.085299  0.050680  0.044451 -0.005671 -0.045599 -0.034194 -0.032356   \n",
       "3 -0.089063 -0.044642 -0.011595 -0.036656  0.012191  0.024991 -0.036038   \n",
       "4  0.005383 -0.044642 -0.036385  0.021872  0.003935  0.015596  0.008142   \n",
       "\n",
       "         s4        s5        s6  \n",
       "0 -0.002592  0.019908 -0.017646  \n",
       "1 -0.039493 -0.068330 -0.092204  \n",
       "2 -0.002592  0.002864 -0.025930  \n",
       "3  0.034309  0.022692 -0.009362  \n",
       "4 -0.002592 -0.031991 -0.046641  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.datasets import load_diabetes\n",
    "# sklearn自带数据 diabetes 糖尿病数据集\n",
    "diabetes=load_diabetes()\n",
    "data = pd.DataFrame(diabetes.data, columns=diabetes.feature_names)\n",
    "#只抽取前80个数据\n",
    "df=data[:80]\n",
    "df[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>bp</th>\n",
       "      <th>s1</th>\n",
       "      <th>s2</th>\n",
       "      <th>s3</th>\n",
       "      <th>s4</th>\n",
       "      <th>s5</th>\n",
       "      <th>s6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.038076</td>\n",
       "      <td>1</td>\n",
       "      <td>0.061696</td>\n",
       "      <td>0.021872</td>\n",
       "      <td>-0.044223</td>\n",
       "      <td>-0.034821</td>\n",
       "      <td>-0.043401</td>\n",
       "      <td>-0.002592</td>\n",
       "      <td>0.019908</td>\n",
       "      <td>-0.017646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.001882</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.051474</td>\n",
       "      <td>-0.026328</td>\n",
       "      <td>-0.008449</td>\n",
       "      <td>-0.019163</td>\n",
       "      <td>0.074412</td>\n",
       "      <td>-0.039493</td>\n",
       "      <td>-0.068330</td>\n",
       "      <td>-0.092204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.085299</td>\n",
       "      <td>1</td>\n",
       "      <td>0.044451</td>\n",
       "      <td>-0.005671</td>\n",
       "      <td>-0.045599</td>\n",
       "      <td>-0.034194</td>\n",
       "      <td>-0.032356</td>\n",
       "      <td>-0.002592</td>\n",
       "      <td>0.002864</td>\n",
       "      <td>-0.025930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.089063</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.011595</td>\n",
       "      <td>-0.036656</td>\n",
       "      <td>0.012191</td>\n",
       "      <td>0.024991</td>\n",
       "      <td>-0.036038</td>\n",
       "      <td>0.034309</td>\n",
       "      <td>0.022692</td>\n",
       "      <td>-0.009362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.005383</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.036385</td>\n",
       "      <td>0.021872</td>\n",
       "      <td>0.003935</td>\n",
       "      <td>0.015596</td>\n",
       "      <td>0.008142</td>\n",
       "      <td>-0.002592</td>\n",
       "      <td>-0.031991</td>\n",
       "      <td>-0.046641</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        age  sex       bmi        bp        s1        s2        s3        s4  \\\n",
       "0  0.038076    1  0.061696  0.021872 -0.044223 -0.034821 -0.043401 -0.002592   \n",
       "1 -0.001882    0 -0.051474 -0.026328 -0.008449 -0.019163  0.074412 -0.039493   \n",
       "2  0.085299    1  0.044451 -0.005671 -0.045599 -0.034194 -0.032356 -0.002592   \n",
       "3 -0.089063    0 -0.011595 -0.036656  0.012191  0.024991 -0.036038  0.034309   \n",
       "4  0.005383    0 -0.036385  0.021872  0.003935  0.015596  0.008142 -0.002592   \n",
       "\n",
       "         s5        s6  \n",
       "0  0.019908 -0.017646  \n",
       "1 -0.068330 -0.092204  \n",
       "2  0.002864 -0.025930  \n",
       "3  0.022692 -0.009362  \n",
       "4 -0.031991 -0.046641  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.datasets import load_diabetes\n",
    "\n",
    "def fun(x):\n",
    "    if x >0:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "    \n",
    "# sklearn自带数据 diabetes 糖尿病数据集\n",
    "diabetes=load_diabetes()\n",
    "data = pd.DataFrame(diabetes.data, columns=diabetes.feature_names)\n",
    "#只抽取前80个数据\n",
    "df=data[:80]\n",
    "#由于diabetes中的数据均已归一化处理过，sex列中的值也归一化，现将其划分一下，大于0的设置为1，小于等于0的设置为0\n",
    "df['sex']=df['sex'].apply(lambda x: fun(x))\n",
    "#展示前5条数据\n",
    "df[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:21: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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Q4qU0bnjsHiSjbVeqDIwDaXAkE0W9wTEtt3MfjuuBcn1bnO2SRSohLU43FLU3j9e2pY7aOJAGRzJRlOs9HNvpGCZxrvPRBLbjBpI28mvaDQWlpzHTlhTuHAvykyyZKBo9HKfjYK3rXbjTtJy+Ioau57ETlJffKKhKb82cjoOchTMG5FsumSgaDE7V6ag2cL2Pl64Ydl/ikrbtcn6lSNmI7i25HvGnfvYQUpMezliQBkcyUVRMm0zKz1kYgZxLu7Ca7XrXdaHRTtnqu//GtF3Or5RuGAmXbkKvzVjO9R2OnVSkwZFMFGXToZBLoip+SIkOc05cz0W5TiuNXM+jaFgk+8zfJFQF07K5tlUZ8MomE9/DiVel5gZK0bJKbfRIgyOZKAzT18ZKJbXA4LTvr3Cc67eVwgy8u73swqeySa6sl2+I0Jqfw4l3ru/13Rie36QhDY5koqiYNpmkRjqpBRfdzh7O9RqHN6r2nq+JqqqQSqqcu7Jz3TfJ+mOmY3o4N4JExYQiDY5koiibNpm0RiqpBjkcpa3BuZ6r1Ipli2Ri7y8uk0pQrFisbxsDWNXk0ksOp5dcj2SwSIMjmSjCooF0GFLzvLa7c+c6ndjoeR47FYtUcjANn4VcisvXykGI8vpEURQ82heY1HO9e3uTjDQ4+4iNHZPf+ZPvTcRu9VNffYbPPXJq4I9bMR0yqUQtpOZrZEWf648IHvgSxk7VdnGcwUmvaKqCpilculbsSW8sCtNy2CqaA1lXM8dPXuPjX9JjGQTP8/gvX34a/dxmw/E4962v3Hvk0ct88btne1/siPiH45f595/8YU+yPZOMNDj7iAurRS6sFjl7ZfzzOY6fXOOfnl4d6GM6rotpOTUPx6j6jY9RQvK7I4KvP4tjVp2Bzz7OZRLslKw9GYuyYfHM+U2ubgyn8u3JMxucubKDYXb3xGzH5dSlbU5e3No96HUeZxHiul4tP3bq8jZPn9vqfIcx8syFTU6c3eAr378w7qUMBGlw9hFh5VJxAqqOSobFykZloOGJUCnar1JTayGgqKfwPO+6LTQqViy0IZTs5rMJLl4rY9m9h9Y2iybPXtwikYifnO+V7ZKvjhAn9Bf2aG3s1BlQRYnVd+T34Pi/V0ybSrV1gN+kEEo9/fU3Tw/Nsxwl0uDsI8IvWaky3i+I53mUKjaW7bK5M7gvQagykElppFN+Dsdrk8PxS2CvT4uzl4bPTmiaigJcWivHvo/neaxsljl7ZZt8xg91DivpvhlcUI0YBsCMMjjEG3FjOy6q6ns6FdPBMCfY4Bg289NpLNvlvz48+BD2qJEGZx8RfhFLY/ZwKubu2ICr6/EvXt0ft87gJDU8D3833s7Duf6iab5gp2WT0Ibz1cxmNDZ3TLZL3TcKrutx6VqJK9fKFHIp32AFyfm4TZa9sBV4OOHGqhO1zZdh14xPpwKTehzHl0QqG/7nrRLj+cZF2bQ5ujjF6x64iW8ev8zpy9vjXtKekAZnHxGGGoqV8Rqc+pDeIOP5zQYHoGp5kYlu9zodL21UnaG+KkVRyGcSXFgtdUxE247L2avbrG0bFPLJlgKGIdgbNotBSC2OwakLu63vBEU0MYewWbZfkBFu3CzbndikfMWwyaUT/POXPodCPsVDX3l6z4Uf40QanH1EuKsbt8EpVeoNziA9nMYcDoBp2ZGjg/fxd64jZdMaulxPIqHiul5b79S0HE5f3qZccZjOpyILMwat0Va1nNqGI56HsxsGW9/e9dbiLMsOxlrUb5zKExpWK5s22UyCbDrBL77yVk5e3OY7T1wd97L6ZiwjpoUQbwfeBySBP9R1/UNNt98PfBSYBh4G3qPrui2EeCnwB0AKWAP+pa7rZ4UQrwQ+C5wPHuKHuq7/8mhezejYzeFMkMFZH7KHY7uR4ZvrtZdip2SRGsH8m3w2wbVtg5mpNFPZ3TneZcPmzJVtFAXyufaXh0HnccJwGoBhxc/hAKzVtQnE+VxYtksqqVKuy4VWDJvpXCruckeC53mUAw8H4KXPO8TXf3CRT3/jWV5w5wEyqbFcvvfEyD0cIcQR4APAy4D7gV8XQtzTdNongN/Udf1O/LjJrwXH/wL4VV3X7w9+/2Bw/AHg93Vdvz/4ue6MDdRVqY25aCD0sA4t5Abq4ZTrDE6qZnCix0x3Gy+9ulnhidPrA1vbKHBdj7Jp9y3Y2QuKopBNaVxYLdYM+nbJ5OSlTRKaQjbd+WI2aIO/Vdw1OLFCajWtuToPx4vn+YY5nNKEezim5X/2cxn/f6EqCm9/3Z1sFqt8/tuT2zvUiXGE1F4LfE3X9XVd10vAZ4A3hzcKIW4Gsrqufyc49DHgLUKINPA+XdePB8ePA8eC3x8EfkoIcVwI8ddCiJtG8UJGzaQUDZSCZOuth6dZ3awMLLyy6+Ek6nI4TuTju64X2Z8D/s7w//vWWT79jZNDSW4PC6PqKyuMqrcoldSwbJfVjQrXtiqcvrxDNp3ornAQqC0Pks26kt9eigYWpjO7Ho7SfV2u6+cEFUVp2LhNosEJixpydcb/9iMzvOS5y3z5e+dZ2dx/SuDjMDiHgct1f18Gjna7Xdd1U9f1TwAIIVTgfwc+F5yzCfwHXdfvA74AfGo4Sx8vYaJ03CG10MO59fAMtuM1hDT2QsW0SWgKyYRKOsjhVC038iLieR5Km/T6ibMbXNsysB1voCG/YWNU7ZE3sk5lE1zdqHBxtUghl4xXHdfj7Jk41IfU4ng4YQHN8ny25uHEGVFQv+56Fe2KMYEGJzCCuUyy4fibX3U7mqrw/371mXEsa0+MIwio0hgMUQA37u1CiBTw5/hr/z8BdF1/T3i7rusfEUL8nhBiRtf12C3ECwtTvbyGvllcLPR937CQpmq7TM/mal7AIImzPjeodLr7tgOAjuHu7XWFeKpKPptkbmGKRcO/oGhagpnZXMvalKTGlukwk083rs31eOT4k2TTCSqmzZZh8/wBrC0Oe30PtqsOiwtTZCLCWWrS5MCBKQox8gym5XBl22x4b+Zm823Pn5nxUJX4qg2JVJLp6QyLBwb3nakG82lUBZSE1vW9VBMaigLHDs7wxOkNUpkUc+kUM7PZjusyqjYzWwYz+TRVxw9XlQ0bLZVo+5yD+Gz3w8qOb4QPLRUa1rC4WOBtr7uTj3/hBD96eoX771way/r6YRwG5wLw8rq/DwKXmm4/FHW7EGIK+Gv8goGf13XdCryd/w34PV3X67dGPW1Z1taKQ5+OuLhYYHW1f1maYt2c+rPnN5grpDuc3Ttx17e6XiKXSZAOrk9Pn17jpvnsnp9/Y6tCOqGxsVakUjZQFNjcqbC2VuI5h2Ya1nZts8LOdgW3KcH8+Kl1rq6Xef2Lj/G33zvPE89e4+6jM3teWzf2+r/1PI/zFzd9Q1lpvfAXyxbXriUxssmIezdStRy2tnbfm7nZPBubpb7X1kzFtNFcB21AeZzFxQKXV4tM55JUbZeNrUrX93J9s0wqoZFN+R7ZqfPrLExnUB2bZId1VUy79t5sbhvM5FOUDZurq8XI59zr/3UvXLrq99xYptWyhpfes8QXv3WaP/6rx3n/u34cTR1tsEpVlb426eMIqX0F+EkhxKIQIgf8IvCl8EZd188CRlCRBvBO4IvB758AngXepuu6GZzvAm8KHgchxLuA7wb5oesKs+rUEsrjLI0uVizymSSzUynSSW1ghQMV064lqxVFIZ3UqNrRITUnQrjTdT0efvQSi7MZ7rl5jsXZLOdWxq87F4eq5eJ4+2MKpaoo2M7giwZmptKkEipmTKWBVFKtbbrWt00UBewuKTvH3a0sKBk2s1MpFGUyczhhTjMX4fEmExpve80dnLuyw9d/cHHUS+ubkRscXdcvAu8Fvg78CHhI1/XvCSG+IIR4IDjtHcAfCCGeAqaADwohXgD8PPBS4AdCiB8JIb4QnP9u4N8IIZ4Afhn41RG+pJFhVG3mpzPAePM4pYrNVDaJoigszWUHlicpmzbZ9G6YMBxREOV4Om7rTPonzqxzbcvglfcfRlUVDi5kOb9SHMjaho1hRSsqTCKKAtbADY7JbD5VE23thlF1SCXUmsFY3zZi5XD8YhPfoyxWLHKZBJlUonZxnyTCooFsJjoQ9YI7DnD/HYt87pHT7NRFPyaZsRRy67r+EPBQ07E31P3+KPDCprv9kDat5bquPwH8xICXOXEYlsNNS1NcXS+P1cMpVSyW5vwQ2vJ8jnNXB+NFVEybpdnd0Fw6pVGtOrhe60XEaRJUdl2Ph390iaW5LHffPIdRdTg0n+NHz6yxXa5OXI9FM6VKdSTl0INAVZWBd+Zvlqo851CBtR0jlsExLYdUUiOhqczkU6xvm7HGTLueXxJdtVwc1yOXTpBNa7WL+yRR7uDhgB8F+NU33su//v1v8LlHTvPOfyZGuby+6PkTLoQ4OIyFSDrjuh5Vy2VhJvBwxlgaXTIspoLKmeW5LNc2jYFcgCqm3fDlSic1DMuJvIg0eziPn15nbdvklfcfrh0/OO8XG+wHL2e7VB1Jw+cg8ENqgzM4juOyU6oyk0+TSsT0cEy7pkYxP53xPRy6ezi27StFh9+fXCZJdkI9nIphk0qoHSsHbz44zat/7Ajf+NHFgW38hkk/n/AvdD9FMmjCMtCFIKQ2Lg/Hdf3u53zWNwzLczlcz2Nta++l0fU5HPAbQE3Laas0EKY7Qu9meS7LXcdma+ccXAgMztXJNjiW7WLZLtqQBDsHjaoqOG60xl0/bJWqeFDLCcYaT2A5tSrNhek0a9smKF7Xcm3LDmRtgu9PLp0gk9YmModTNq224bR63vjyW8hnknzyK89MvM5ax1cjhIiSJs0JIXYAT9f16eEsS9JMuOsr5FMkE+rYRhSUDAsPyAfVUstBddrVjTLLgUfRD67nYZhOg8FJpzTMTSeye9wOusXBHwa3vmPyttfc1uD15DNJ5gppzk944YBpOfslfbOL5//PtAH0DYUTbHstGgjDpPPTGUzLoWI4XY12OJqg1lSZSZBNJWrCoaPg2laFmXy6awi1XtamE/lMkje94lb+y5d1vq+v8uBdk1sm3W1L9S7gKvB24HnAfYAO3Bv8LRkRocpAJqkxlU2ObQhbqDIQ6m8tz/lGZq+FA2Yw3bPBw0lqbRs/Xc9DUf3Q2iPHL3NoIcedN822nHfT0tTEh9RKQxq4NlSUwQl4btQMTopUD0UDyVpIza9U2yiaXT0c2/U3KvUeTtizNSqMqj9Lqhtl067J2nTjlc8/zNHFKf7ya89QjeEhjouOBkfX9c8Bb8AX2nyVrutnAFPX9bNB+bJkRIRhhnRKI59JjK1KLfyi5oMcTiGXJJtOcGWPpdHhF76hSi0V5HC81vCN4/pKAycvbrOxY/KK5x+KbFy8aWmKy2vlWF/wcbFTqQ5l4NqwGZTaQKgUMJNPkUqq8QxOXUgtrNwMH6eTztvuaILdz9uoQ2qOE29uj+/hdO+7Aj/M+Y7X3cHatsmXvntur0scGl0/5bquPwO8Br935k8YU2XbjY5RJ90/lU2OzeCEzxt6OIqisDyXZaXLILbmyYzNlGsGp7FowHU9HMdtKY12HL9nJdTgOroU3YR209IUjutxeW0y27Ic16ViOkMbuDY0vMF5OJvBPBu/aEDFcb2ORQmu51ENyqLBz/2oiuLPxfHomMewHTcYvmaRSWlomko2lcAw7ZEpkLsuscZ09+LhAIhjczxw1xJf+M7ZgeRUh0GsT7mu62Xg3wLfBywhxPuFEMNv35bUCHXUMimNfDZJcUxlnMWawdn9IizP57oOYtvqMmEyqsktk/J3sKblNlxEXNdDCbIeO2ULVVHaxrpvCgzRuQktHDBrqsf7LKRGvNkzcVjfNshnEiQTak04tJOXUw1yXuG5mqoyW0jVmj/bFap5nl9UoKq+cGfopWfTGh67m7ph40G8kFrMHE49b331bXjAp7/xbH+LGzKxDI4Q4j8DvwX8Pb7szK3Anw5xXZImwgtTJqWRzyTHVqUWejj5OomV5bksa9vGnsJWlTYeDvhD2BoMjufVmnCKFYt8NtH2gr08lyOVUCc2j1M27f05t3SAAp4bOyazU34eZtfgtN9Qhd+F+jDk/HSGtS0Dj/bVc651XdKCAAAgAElEQVTn1ZprS4ZVq7QM58qUzdF9p6p2Z+PmeZ7fJtCDhwNwYCbL6190jO+dWOHp85t7WeJQiOvH/zjw3wNvBP48mDdz89BWJWkh/AKmg6KBUsUaSwlk0bBRlEbDsDyXw/P8GTT9EhlSS9WPmd49t/51F8sWhQ76YqqqcGRxamIr1Yplq5b83l94scJCcVjfNpiZ8ivOQpXwTh5OeFsqsZvvWyikWd8xa9VzUbiuV2sdLxv1Hk6idmxUVK3O7119Y2qvvP7FNzM/neahv3t66PqQvRL3k64GmmWvA74WHOu/BlbSMw0eTjaB43qxkquDphToqKl1HkVYDr0XTbVwvHSUwQkHUYXUXTcoViymcp0Tq2Gl2qT1KLieR9EYzYTPQaOqCtaADM5GIKIJvkYYdB5REH7u000ejmW7FA277RC2eo+sWLFqYeGwUGWUlWrd3rvaBqxHDwf8TelbX30751aKPHz8Uvc7jJC4n/RnA92yW4FvCCH+Anh0eMuSNFP7kqW0Wpf/ONQG/FBE4wW+1ouzh9LoyBxOctfgNHs44Z/+haOzwTm2PEXJsLsWLoyaquXgufszf6MqykA8HM/z2NgxmamF1AIPp0Npb1ixWT8oLiyN3twxO3s4np+wN6pObc7MbkhthAanS/g5nNXTj4cD8OBdS9x5dIbP/v2phrk/4yauwfllfO2zV+q6bgGPAL8ytFVJWjAsXylaU9XaBXYczZ/FisVU064rn0kylU3u0cOxURWlIS6/G1JzmooGgiFJrkfJsLsanFrhwITlcfxd/GR5XXFRlcF4OGXT70mZDTycdODhdErgh+Hl+s9KqMCxsWO29XDcWv7Gv38+Mz4Px+5SGr07fK0/g6MoCr/02jspVSz+6h/O9PUYwyDWqwmk/j9R9/dHhrYiSSRm1alVbYUexjgKB4oVq5bgrWd5LsvVLqXRnagEStH1u/1Mbcx0Y1l0mBguNpVot+Poom9wzq8Uuf/2A32vcdDslC0S+zCcBqCqvi7ZXgk7/Js9HNNqf/GPyuFM51NoQZl8u7yFE8Riw41a+LnJpkafw3Fd1y/tT0R7t7vjpeP14URx88ECr7j/MF/7wQVeef9hDh9oP4RvVOzPT/sNiFG1a1VbocEZS0itEu1RLM11L43uRLOOGuyGTFqq1FyvQQ+r0CWHk00nWJzNTFyl2nYPDZ/bperQduDr20bP3emDmomzFfRRzQZFA6ERiVU0UPfeqarCXCEdeDhtDI7jAl6dcGdYpeY/5yhDam6XPqbKHj2ckDe94lZSSY1PfnUydNakwdknGHUeThjSGouHY1i16p56Ds5n2dgxYwkvRlFp0lED/yKSSqqYTfI2XtDctxPTwwE4tlSYKINj2Q6O48Wa1Og4Lp/4u6f5/LcHL+7xT/oqH/pvj/ccdlFVBXsAFVBbgYczHYTUah5OB4Nj1ooGGkesz09n2CxW25Zr11QGmj43mqaSTmojDal5Hh2VrbuNJojLdC7FG192C0+cXufRZ9f29FiDQBqcfYJvcPwPX83DGbHBsR0Xs+o0NH2GhJVqq316OeUIDweIVA/2Y991F44Ys25uWppiZb3c8UI2Soxq/IFrJy9tY1QdVvZQdt6M53l85fsX+Py3z5JLJzhxdqOnkKiiKLhuPImWTmyVfIMThmmTCRWFLh5OWDTQFI6cn06zVTKxnOj7Oq6vMrCbw9ndqIx6Jo4/nbRDDsdobRPol1f/2BEOLeT41FefGbvEkzQ4+wTTcmpJ9ISmkk5pFEdcNBDV9BkSinhe6TOP0zwLJySTCgQ86y5s4XjpnXJgcGKEHW5amsIDLqxOhpdTMixUrft5ACfObACwsTMYuRLLdvnMN07xrcev8MBdi7znjc8llVR5+NHLPT6St+c+j82iSTql1bx3RVF8Db2OITWbhKa0KEMvTGewHa9tNaLl7Ho4mtpYoJLLJEfi4diOy9d/eJGNHaNjDqxs2iQT6kCG8iU0lV967R2sbFb4u++f3/Pj7QVpcPYJ9UUDAFOZ5MhzOMUmpeh6wgmg/VaqhUUDzYQeTv1G2h++5ocUs+lErDkyYaXapITVtktWQ9K7HY7jogcd453yE3EpVSw+/iWdE2c3eN2DR3n9i46RzyR50d3LvpfT0/9P2bPB2SpVmS9kGopF0imtY9GAWXVawmmwWxrdzsu2bRdVoVbZWP+cuXRiJDmcT331Gb752GWevbjV0dvoR9amE/fessD9tx/gb751pqY/OA7GIsQphHg7vgJ1EvhDXdc/1HT7/cBHgWngYeA9uq7bQohj+NVyS/hjEt6h63pRCDEL/AV+n9Aq8FZd16+M7AWNAKNq16q2wL/ojzqH08nDyaYTTOdTfRcORBUNAIEnZ+HWxbsdJyga6KIyUM/CTIZsOjERBscO+kCm893XfuqyH04Lm1fLph2ZQ4vD6maFT37lGYoVm7e++jbuunmudtuLn7vMd09c5ZFHL/PmV90W+zH3Km+zVTSZLTRWPWa6jCgwmjZfIWFp9MpmtCdoOR5JTfF7yZq84mw6wU55uDNxvvnYZb72g4uAn7PsVFbeq3BnHN72k7fz/o9+l//6jZP8ys/eM9DHjsvIPRwhxBHgA8DLgPuBXxdCNL/6TwC/qev6nfgtF78WHP8w8GFd1+/CFxJ9f3D83wGP6Lp+N/DHwB8N91WMHqO6G1IDyGdHP6KgVobc5oJ3MIZqdBS+blRr0QDszsSp3wy6QUgtjspAiKIoEzMbx7Sc2PppT57ZIJ3UuPeWeYC+VYBPX97mTz//FJbt8u7XiwZjA/4F94V3L/PkmQ1Wetg07NXj2ipVa+MFQjKpREeDY9blM+sp5JIkNIVrbd6jULizVLFbNk25zHBn4py9ssPHv6xz981zLMxkKBudZ+JUDGugHg74Ye/XPXgT33z8CicvbQ30seMyjpDaa4Gv6bq+HvT3fAZ4c3ijEOJmIKvr+neCQx8D3iKESAKvCM6vHQ9+/xl8Dwfgk8Drg/OvG4ymL9nUGBSjdz2c6C/CUgzV6CjCHE07D8e0nEYPp26IVpwKtZDQ4IxKhr4dFcNukAZqh+O46Oc2Ecdma0n1cOZLL3zviSv8xd8+w3Q+ya/8zN0cadOP8eJ7lkklVB5+NL4cyl49nM1ilbnpRg8nndI6S9tYjZuvEEXxS6PXtlo/g67n1crp23k4wwqp7ZSr/MfPHqeQS/Lf/fxzmc754fCOITXT7kvWphs/+5LnMDOV4qG/e2Ys34NxGJzDQH128jJwNMbtB4BtXdftiPvV7hPcvg0sDnzlY8J2fCG/Bg8nM/qZOOGU0XYhneW5LFt99ItECXeGpFMaVctpyBX4FzmvL4NjWs6eREYHwU7ZIpnsbnBOXd7BqDrc/Zw5pgNPbm07vofjeR5f/8FFPvl3OjcfnOKXX39XS/iqnlwmwQvvWYrv5exxJk7VcqiYdoSH071oICqHA35p9HpE0YAbfGY8z1enyDV9hnPpBGXDHniviuO6fOSvnmCrZPGv3vQ8pnMpprIpyobdsfdp0DmckGw6wZtfeRunL2/z7cdHn3UYRw5HpbEgVAHcGLc3H6fufs3f3ubH7MrCQvQAr0GzuFjo+T5hbPnAfK52/6WFPGXDYmFhCnWA44k7rc9TVBKawk1HZiP1v+54zgL8/SmqKBxrepwtw2n72Ebwn1o+MMXiYgFH0zBcKORSzE1nsR2PquVw9Ig/QnqtbLFT8vstlubzzM227tjThsVsId3wnPeJJfjiU2wZDvf28X/oRpz/ret6nF8rM5vLdfVyTn7vApmUxgN3H2LHqJLQFAzb7fo8puVwfr3C5791hh/oK7zouQd5y2vuiFVc8dMvuZV/PLHKd0+s8K43dI7za8kq0zM5Fuf70/G9EgzFmytkaq9py3CYKWRY2zbavk7HhZlCmrm5PBXDbvD8Dx+Y4tkLW8zP5xter2k5zGwaJDUV1/VYDD43aiLBwsIUiwt5HNdjZi7fYsz6+c6G/NnfPMGJsxv8j2+7nxfedwSAhdksJ86uUyhkmF+YihwvblgOC7O5WM/d6/p+7lVT/MNjV/jsw6f4qZ+4pcX4DpNxGJwLwMvr/j4IXGq6/VDE7SvAjBBC03XdCc4J73cxOO+CECIBFICeupzW1ooDkfL2PI/HTq1z763zLReUxcUCq6u9y+RfC0IEtmnX7q94Hq4H5y5u9J1Ebqbb+lbWSuQzSa5di86DZDX/9eqnrjHTVHG2sVliNRO9K7142Y8n21WL1dUdNjYrbG2VsasWbtBTUaxYtbWtrZVq74mmeGxstk7zrJg2nm3X1gSQ0xRUReHL3zrNpSvbDedrqsKDdy9F5gbiEPd/WzFtNrYqOB2qsMDfGR9/dpU7js6wU6xQLPuSQheu7nR9ns0dkz/7mye4dK3Ea37sCD/78tvY3GqfW/M8r2ED8cBdi3zzsSu8+J5rLM5m296vbFisKB5Km76Xbpy64FffzU2na69pY7MErtvw/26mWK6izGfZ2Cj5uc36YpqMhuN6/OjEFWan0oEX5VCp2himTTVI1Kuey8ZmiZ1ylbWMhhvMpzl3YaNBuqnf7yzAPz61wme/8SyvfsERnn/LfO1xkqqvpbayVuTq1UxNITvE8zyKZQvF87o+d7/re/OrbuUDH/8nPvY3j/OWV93e8/1VVelrkz6OkNpX8MdVLwohcsAvAl8Kb9R1/SxgCCFeGhx6J/DFOtHQtwXH3wV8Mfj9C8HfBLc/Epw/cs5c2eEPP/0oxwfY1WvWKUWH5EeoNhD2NZQqrUrR9SzPZUklVb6vr/b0+C3D1xRqZdDhxaS+Kc9x3drfvYTUUkmNWw9P88NnrvHxL+sNP3/2xaf49hNXe1p3PxhVGyXGvub0JT+cds9z5mvHZgvpWCG1bz1xhUvXSvzCK27lZfcd6qpGvVVsDIO+5LnLJBPd+3J8eZv+GwlDlYH6kNpMPk0mleg6nqDdxmBhxn+sf3p6lTNXtrm6UaZkVlEVKOSTbSstw/DVoAoHPM/j019/luccLPBLr72j4bZdaSo7Uh6oagezcIaQwwm57fAMr/mxI5y+tN395AEycg9H1/WLQoj3Al8HUsBHdV3/XjD+4Hd0Xf8+8A7gj4UQ08APgA8Gd/8N4M+FEO8DzgG/FBx/P/AxIcQTwGZw/7EQfokur5W4/47BCEWG8ezmogEIhAjnIu82MLZKJnOFNCWjVSm6nlRS4w0vupnP/cNp9HMbiGPxFtacw0kltVrstKZzVddz5Di7elhxq9RCfuvtL2gx0p4Hv/2Rb3NtBLmdYsUi2UawsZ4nz26QSqrcdni6dmy+kObZi92ri66ul8mkNO69db7rubbjkkpqWLZLNtjY5zJJXnj3Et987AqveP6htl6Ooip76lwPVQbmChksI/w9XSsaaPa8Qsw2RQPgT7xUFV8f7gUR379SLQ/Z+DkOL+6DUhu4vFbm2pbBG158M4mmUGaojF2qWJFFF7vCncO9PL/jdXcObGprXMbSh6Pr+kP44w7qj72h7vdHgRdG3O8s8KqI4+vAzw18oX0QXsz2ItXfTCjlkWkoix69YnSxYnUMsQD8sxcd45Hjl3joK8/wu//iwVj5peZZOElNrbk4zR5OOAsnrlJ0MwlNjVS7np+O5z3sBc/z2ClbkT0k9Tiu6xvsm2Yb1KTnCmk2d6o4rttRg21lo8Jch+KAegzTYXE2y8pmpeEC/5LnLvO9Eys88uhlfuGVt0beV1UU7A56YN3YLJpoqsJ0PsWasdsDk035G46q5bYYFsd1sWy3oSetcU1wYDbLhTbl71GyNlA39XNAHs7xk36E43m3LrTcFn7+ykYbgzMg4c5uKIpCQhtc/jcOUmlgwIQ7qL0MI2umftpnyNQYFKNLRmv/QjPppMZbX3MH51eKsctrw2mfoQeXTKi1MpB0qjHUEYbafE9BbVut1CsL05mhG5wwVNLNCJ++vEPFdLjnOY0e4lwhjet5NS+6HSsblUijGoWLfwGcyiap1nkruUySB+9a4vHT6209PzXIRfTLVrHKdD7V8n6ERiZqCFvUd6Ee2/E4ciDPpbVyZE42DKk1X8wHHVI7fvIaRxfztRBfPbOFwMMx7MiQZGVEHs44kAZnwAzFwwkGTqUjDM6oPZx2TZ/1PCAWETfN8tmHT8UyiBXTRgEy6V2tOFVR8DxvN6QW6Mb5vQNeTyoDcZifTvfV49ILcZW0T5wJw2kzDcdDI9LJMJqWw0bRjGVwqpZDPq2RTmnM5FNUq40Xv5fcG+RyjkfnclRF2dNMnM2SWVOJrifcRJjV1ou/EZHPrMcDji5NYdluZPl7KSg3bjZyNQ9nACG1imnzzIUtnndbq3cDMJVNoWlKMHyu9TOxl/HSk440OAMm3EFtFqs1Q7FXaru6ut18Lp1AYXSK0ablYNlu26bPevxpg3dQMiz+6pHTXc+vmDaZtNZQ1ZdJadiOW7v4VKq7ITVQelIZiMPCdIbNHXNPSfBulMpWZAlsPY7r8tS5De5sCqcBtTBZJ4MT9s/MFboraBtVp5aw90NMjR5BPvBynmjj5SjBpqDfBsLtYrWWz6gn9HSjenGi8pnN3LzsV09dWG2tXvQLX1rvW8vhDMDDeeL0Oo7rcV9EOA38DVU+k/TVBqzWz1vZ3Nt46UlGGpwBU9/934tESCeivmSqqpDLJEY2Zrp5hkg3ji0XeOX9R/jaDy5ysYtCc5SOWiaVwHY80im1dg7446WBnps+u7EwncHDLykeFjsVq0VSv5kzYTjt5taCi9DgbHTwxMIRA50aPCEohUahEIx2SKc0kgk1GFK2y0vuXSahqTzSxsuB/ps/N0vV2qTPekKvNsrghF5iOw8HPA4v5MmmE5HK4CUjWosulVDRVGUgIbXjp9bIphPcfnQm8nZVVchnEpQNi2qEh1MLqY2wP2ZUSIMzYEqV3aTwXiZg1mNUfe2t5umQ+Uyy1v0/bMLQXS89P296+S1kUhqf6jJtMGoWTiadqA0oSybUXYPjT19jZ8AGZz6ItQ8rj+MLdtpdR0o/eWaDVELltiOtF6tMKkE+k+i4xjCUO9clpGZWHabzqYYKqtlCuiVvks8keeCuRT+XE6VRpvQnb+O4Ljulam3SZz2dDI4RfA6iigZc10NVVTLpBIfmc1xYifBwImRtwPfWsoHawF7wPI/HTq5x7y3zbQs7VEXxv7sVuyFvFrI7fG0w+clJQhqcAVOqWNxyyC9l7WWgVSfCMtDmEtF8dnTyNqU++l4KuRQ///JbeOLMBk8HEvtRRI6XTqgNvThm1cH1fGkSy3apWu7APRwYnsEJNw2d8MNpm9x502zbOShzhUzHXNPVjQrTuWRtPHc7LNutyfmHFHIpono4f+K5B30vJ6oIpE95m+2ShQfMROVwUuFo8QiDE1ZsRlyMHdclk1RRVYWDCznWto0WjyVKuDNkEAKe564W2SpVua9N/gb8JuN8JkHJsLAdr2UzVjZsEpra0hB6PSANzoApGhbz02lmp1IDKxwwqnZkCCGfTYysaKDTaIJOvPoFRzh8IM/f/uOFtj0bFdNpiVcntLpKtaSGUbWDfMGu8SsMMIczX8uPDCekVjFtlC75mzNXdqiYdkt1Wj0LXcq3V9bLtdlE7XCDSrmW0uBUAlVpVYDOZ5M8IHwvJ0qtup8czlbJf58jQ2rJ0MNpvfi3Gy8NfoVaJpVAUxUOL/hyOxfr8ji27WJaTqSHA4OZiXP85DUguhw6RFUV8tkkFdPBDioX6xnGaIJJQRqcAVOsWOQzSZbn+lNOjsKoOpEhhFHOxNlL38ubXn4rGzsmT1+I9nIq1VYPJ5lQaznsUDHa8/yLW63pc4AeTiqpMZ1Lsj4kD2e7VO2avznRIZwWMj+T6bjGKxsVlmY7a5tVqjZzhUxLpZaqKhRyyUjP4iX3HkRTW3M5Hv2F1MLS7pmokFq6v6IB23HJpBOoisLyXBZFaZzwWmv6bPO5GURI7fipNW45VIisvgsJPRzwCwRaDM6QhDsnAWlwBohlO7VQz/J8dmAhtXZSHv7UzxEVDbTp0I7DnTf5F9BzV6M1nyqmTbbJg0toKqrmT5TM1DrP/T6csFBikFVq4Eus9DtvphOu69VGBnc656mzm9zRIZwGfuivZNiRu/+KabNdqnb1cBzHa1s2PZNPUY2onJrK+rmcx06tNXhYSp9TP0OVgdl86zp2y6I7GZyIcJOnkEr4IbVUSmNpNttQqdau6TNkryG1nXKVUxe3ue+2zgoj9d5lybBxHOnhSPqgGFwI81nfw9kpWwOp6zer0VIevltu4+yh2zsuxaDCqltuIIpCLsVMPsW5q9HVau2mfWZTCRzXDUJqvtSJ6w7Hw4HhNX/63lm0TEvImSs7lLuE02A39BeVxwmrIjsZHNtxSSXUyHHe0Lky6idCL6dOY01R6auUPBxzHOUJJIOKsWgPJ+hJi/ocKrv3xYOji1NcXC3VQoS7Hk70xXyvM3EeP72OBx3zNyHhtNdyxW4JSUoPRxKL+gvh0pwf1hhEHsewokfqTtWJAA6bTsnWOBycz3H2SquHY9kOthM9fC2TUoO4vIZZtfE8PzFcMv0BZoP+Us5P+wn5Qc9E8RtbO+dvnjyzTjKhcnuHcBrsCl1GhdXCz1ong2OYDgdmsm2NXyqp+SXpEfm2qWySHxcHeOzUWs0T6FfAc6tYJZ9JtPXmQq+2GdNySAWFAS14gWcc3HZkMY9pObXqutAzbuvh7DGk9tjJNaZzSW4+2H1cQFiOXjSsllJ06eFIYlFLrGcSHJz3v/QDMThtZriH4a1RVKqFual+ObiQ4+p6uSUUVA5kbaINjl8aHYo5up6H43iUDYupbKKrCnKvLMxkMC1n4AZ8p1LtOHAtDKfdeXSmYzgNdqvpooaMhSHcpQ56d67n1S527ZgtpCJlZQDuvGkWz9tNxqsKWHZ/IbVOagjplIYRMcLBbJPPdF0PVVNqKhWKonBk0Z+TFIbVuoWFc5kEpuX0FTFwXY/HTq3xvFsXYk1zrempma2jpocxXnpSkAZngNQn1pfmsijAygA01cw2Ew4bFKOHTCm4yPfLwYUcHnC+SVSxWbiznlA1Op3UqNouthOE1Cr2wPM34FeAAQPN43ieR7Fik+pQ4robTuuu7jxbSKEo0Wu8Goh2tgt7VoMKrfZNkz5TmRRem7zM4QP5hmS8qvbr4ZiRBQMhmVSibdFAu4KBbN3xREJlrpAik9JqQp4lw8+jtXt/sjU9td7n+5y6tE3JsNvK2TSTSmrkMr5HVd/86Xne0MZLTwLS4AyQ+l6VZEJjfjrNlYF5OK0fwFEqRu+1s/9QMBWyOazWMgunjlDJdlfexsIOcjhT2e7SLb3SKVzVL1XLxXXdjoKdJ85s+OG0o9NtzwnRVF/tOjKktl5muVM4rU7KphOZtIaiRhcDpJMai7NZLl4LPZz+DM5mscpMRMFA/fO0KxqIMpiO65FJ7V7OEpqC5/leTuiNlSrRTZ8h4aannzzOoyevoSoK997SfdMQrq+mNlBXpGEFGyvp4Ui60tyNvzSX27NqtOd5HYsG6p93mHQbvtaNQi7JdC7ZUjiwOwun9fWF4aUwnFgxHFzP9T2cLt6W43pdu/qbGUbzpxGUc7fDdT1OnNvgjqMzsRv92hU3XN2osNxm3HOzlE0nVEUJqtWid/pHg4u453l9eTie57FVMiNVBkIyKa1t0UCkwQl6cEISqorreRxdnGJls4JZdbqqndcUo/sIqT52co3bj87ElqNJaiq5oMrUqnv/dkcTXH+yNiANzkApVSwSmlqToFmez7GyRw+nart40FI2DNSUm4c9osDzPEqGvScPR1EUji0XONtUGm108HA01a84CvtXKqa/Gyyb3dfiur3J8IBvFJMJdaCq0aVKtWNe5uzVHcpG9+q0eqKUrUuGRbFisTwXbXCipGw6MZNPY7UZPXBkcQqj6rC2baIotJT1diOcdBmlMhDSzuCYbQpoPGgIlSUTKp7rcTTI41y8Vgo8nA4GpzaErbfv08aOybmVYqzqtJBEQiWf8Ru363M4oxq+Ni6kwRkgxUCJNkxmL89lKRn2njyQTnLs2UBhedgeTtXyu6H3UjQAcPPBApeulRq/YB0MDvix/ETN4DgUK37/Rqedul+C3KZ0tgOKojA/neHaAD2c7XJnwc4ng3DaHW2EHqNYmM6wvmM2lNOGnnS7kFo1QsqmE9l0gnauWe0ivlr0FaPpTd4m7MGJUhkI8Zt9o8cTtBu+Vj9MLKH5Hs6RA2HhQDEQ7mx/Id8dwtZbDuexU/6wtV4MTk18N5iJE/4vRzV8bVxIgzNAmr2AMLyxlwZQs0PfgaIo5LOJoZdFh3mWOKMJOnFsuYDjely8thtWq3SoUgPfswt35WXTZrPYvQfHdlxyaS32br6eheno/Eg/WLaLZTlobdbhV6f1Fk4DP9dkOy475d2NRq0kOiKk5rpe0N0ef8OQTPgimFHzWg7MZEgntYamyl7UBraCHpzOIbXeigbCNYdomoLr+qoFB2YyXFgp+sKdMUJq4XiAuBw/ucb8dLpm3OKgqQpTmSSu62GYu82fnYporgdG/qqEEMeATwBLgA68Q9f1YtM5KeBPgAeACvB2XdefEkJMAX8K3IWvtPUBXdc/FdznFLBd9zD/XNf188N+PfU0DygLd5tXN8od5Uo60W3+h686O1wPJ9x1xRm+1olwTsnZKzs856CfIK90yOFAIJuv7Y4oCM/vVKVmWm7b0FI35qcztR3rXjEth06X4bNXdyj1GE4Dap7K+rZRC0tdXS+jAEuzmRbHpGxGS9l0Y24qzZX1cosxVBSFwwdyDTplPXk4xe4eTqZN0UBUPjM0qPXqzEltV/z16NIUj59aw/M6K2WEXkUvORzbcXnizDovuWe5pzJ9VVFqz1cy7dr7VwupSQ9nYHwY+LCu63cB3xaqBYcAACAASURBVAfeH3HOvwZKuq7fDfwb4GPB8f8VOKfr+n3ATwL/jxBiWQixAFR1Xb+/7mekxgZaE+uLs76e05U9FA50lPLA3+kPuw9n18PZm8E5MJslm9YaCgcqpl/y3U7KPZXUaiGpsmmzXe7u4Xhu/1/YhekMW8VqW6HRXigbnQeunTizQULr3uzZTK24oa40+upGhYWZTKSnZDtOR2+iHflsknbvwtHFKa5ulGuFBb0IeG6Gwp0dcjjplBaM5N5dged5kT1ptuO2eMiqqtTEX48u5mujsDt9bjLBUMNeqtSePr+JWXW6ytk0o6pKQ1tD+DrL17mHM1KDI4RIAq8APhMc+hjwlohTfwb4CwBd1x8GFgPP6O+BDwbHV4B14CDwIKAIIb4phPiBECLqMYdOsalXJaGpHJjJ7KlwIBRSHK/BcWrPtRdUReHYUmPhgD8Lp304KamppGpVavaumkMbg+J5Hijt369uhBfzjZ29h9V2ytWWGUYhrutxIgin9SoXNB/R/NmuJNp2XFJJrW3IshOZlEZCifZejizm8Ty4vOZ/tnsLqfnvS6f/UXibWTf2Osx1tBocryWvU2/ojy5O1X7vtBFRFYVMWuvJ4Bw/uUZCU7g7YmBeJzR1VymjZPjl/rBbsHC9ejijflUHgG1d18P/6GXgaMR5h4PbqD9P1/W/Cw8IId4KpIEngFuALwO/DSwDjwghHtd1/UTchS0sTHU/qQOe5zckLs7nWVzclba4aXmatR2zdqz+tjikLvlRwkPL05H3nZ/NcuFaqefHbUfU4yhBSOvY0VnmCt37OKLYMhwWFwvcdcsCX/z2Gebn82iaigsU8qm263dcj6vbJglNwVUUbNcjn01yYCH6fNNymJlROLjcXwjz1mO+oXFUtef3tP58x3E5v1amkEtFhlqePb9JybB58LkHmZvtHvtXkyYHDkxRyKU44PnqCxXLZXGxgOd5rG5WuOfHjrK4WMC0HK5sm8zk02yVTJZmsywd6O/zXXH9KajN+Z/nplPw1WdZK1a55aY55ubyXaeMhhi2y8J0lqWl3b6j5vf6wLz/nkxNZ1iY8Q1pmPtZmPO/Y9tVh4phY1oOhw9Oc6BOYaFsWFwrWczk08xM52pqFYeWphvebzWRYGFhqmbEp3IpPEVpWE+nz8GTZzd43m0HOHpkNtZrD3Fcj0PLfkjSQWF2Nue/zmDg4OFD8R9vUN/9UTA0gxN4GX/QdPgZmgenE+m1q03nKfXnBY/9R8BPB8brc8EPwBkhxGeBnwJiG5y1tWLfo3LBjy3bjovqeayu7u7g5/Ipnjy9xsrKNktL0w23xWElSLCXiwarq60XroQCO6Vqz48bxeJiIfJx1jb9XaxRMlntswR7Y7PEakZjcdrv73hMv8qRxSk2tw1Smtpx/aWSQTqpsbFVYWPHJJ9JsLHZOs0RoFS2WZ7P9v1+aJ7/MTt1boNDM/GNa/N7VzZsNrcqOBGVVgDffeISCU3l8Fym7Wupp1i2uHYtiRF4mfOFNBeubrO6usN2uUrJsJnOJlld3aFqOWxtVXAtXz36ubcs9P1+OKbF2lqJar7Vu50rpHn23AZ3HC6wktKwjGqsx1xZKzGVTdTWFPW5s6r+5+zi5S3coHBmddMPTdtVm9XVHTY2ShhVh2rVYSeXxKt7r+vfA4DDCzlOX97BtayG93unXGUto+EEhQLphMr6ZqXj2mqvY7PChZUiL7/vUF/vrxmUzG9slbl8ZRu3arO2USab0mI/Xqf1DRNVVfrapA/N4Oi6/mng0/XHgpDamhBC03XdAQ4BEWMEuRDcdjL4+2B4nhDifwD+F+CndF1/LDj2s8AVXde/H5yvAKMZFBNQbDOgbHk+i1F12C5bLPXxuLUcTpuQSD7rzy+xbLerDle/VAzbD6/0UfXVzM3L/m7s7NUdjixO+cPXuoQPMqkE6VSCStUJVAbah/Ycz9tTOGJ3ENveQmqVqt1WrtN1PU6c6S+cFuILjfprDKsgm0NqVcsfbJdJJ+j3khSG4qLUro8u5jl9eQcFP08Ul81ilaNLnS9WmWTrTByzXT5TUWqFJSF+gcTuBvLWw9NcWa90DS3m0vFHFDx2svdy6HoSCTUIidu15llf1ub6bPqEEedwdF23gEeAtwWH3gV8MeLULwS3IYR4GWDoun5OCPFG4H8CXhoam4DnAL8rhFCFEMvAzwGfH86riKZZZSBkr6XRnSYcwm5eZZiVanEaLeNycCFHMqHWCgfajSaoJ5vWSCVVDNPu2IBa67/pM38DkExozORTe9ZT2ym1b/g8t1LsqzqtnvnCbvNn2INzsKkk2qg6LPTgpUWR0FRymURkEcWRxSmKFcvvJelBwHOrZHYsGIDd/2G9wWnbk+Z5Le+1b3B2DeRLnnuQ3/yFe7tWkuUyydg5nEdPXmN5Ptd3RWRN3sa0qQbv7/U8mgDGUBYN/Abw50KI9wHngF8CEEK8Bzis6/rvAP8B+M9CiCcAE3hncN9/C2SBvxFChI/3q8BHgPuAx/GN6G/run52NC/HZ3c0QeNbWiuN7tfgWA6aqrS9eO2OKLCYixlD75VK1dlzhVqIpqrctDRV01SrmDa5DkUDEHg4wUycTgbHsl3ymWTbire41HsP/eB6HsUOir8nzqyT0JSemj2bWZjOsFXyq+mubpRRFaXBuHj4w9EGoTk3W0hz+VqpxRsLG0Avr5c5vBCvB8W0HCpm96q53aKBOoMThMfqPRw3kDBqmV6qKKiqUvPMVFWJVTiRTWuUV7sbHNNyeOrsJq9+wZGu57Yjoarks0lWNys1g349jyaAMRicwBC8KuL4R+p+N4B3R5zz/A4P/euDWF+/tAupLcxk0FSl73HThhkt5REyihEFFcPuq6y2HTcvF/jOk1dwPS+Wh5NMqKRTGmtbBq7rUWjTg2NZHvOFvRvGhel0Q1Njr1QD/bSovhe/Om2T23sMpzXP6Jmvq6a7ulHhwGymIeRpOy4LhfRAwqz5TCJSdGB5LktCU7h8rYR1a7yy4JrKQAfhTtg1KvUjCqK8fdtx2xrVRCBAqmnx+2Ny6WSskNpTZzewHbfvcBr4n+t8JsGZil0rLy8bdq1S8npEKg0MiHql6Ho0VeXAbLbvuTiGFS1WGLIbUhue2kClurfha80cW/ZzN1fXy1Tt1h6KZhKaSiaVaBj/EIXL3vI3IaGH0+8gNrPqtJWFOb9SpFixuOfmeKrCsFvqna4rsa6NUtg2WVkvt4R1EqoaSxk6DumkRkJTWubEaJrKwYUcl9fKsQU846gMwG6jc1RIrT6f6Q/vay9100t/EEA245dFd/vfHz+5RjqpcedNvVWnNa7PNzhhDjYcRX49ezjS4AyIdjkcgINz2b5VoztJedQ/3zAFPCvmYA1OOBHxqXObQHtZm5CkpjacE2VwwgtEp/cqLgvTGaq2y06fXuNO2WqrVP3kmQ0SmsKdN8UPp5VNm/lCY1Nn/SiFqxuVloKBXFrbs/ZdiKIozE6lIzv/jy5OcWW9XJNg6kYclQHY9WLMKINT5+E0q0TXk0io9DpLLZdO4nlEyuqEeJ7H8ZNr3POcuT15kJqmkE0HG0bDwnHd6z6HIw3OgChVLNJJLfIDuDyfY2Wz3FfZtVl1OopQ7nYrD8fg+GEvZ8+yNvUcOTCFpio8dXYD6N5V3Rx/j5K1sWyXqUyyZ/mWKMJcSL95nJ1KdMOn5/nNnrcfiR9O84Ipp83J/zBfd+rSNqblNIwlSCZUDh+YGsh7EVLIpyJVocMu/isblVge4Waxu8oAQDqYbVNvcMIm6AaPX6HtRT8ZCHj2Qk3epkNY7dJambVtI/awtXYkAw8H/FBaxfRbK6SHI+lKqdJ+IubyXJaq5fZ1ATPayLGHpJIqCU0dWpVauU2ocC/4F8Q8+jnf4MRJ5hbq+kAKEWupWm7DOXthVzqm9zEFlu2HR6IKF86F4bQeqtOMqsNMPt2yi08lNaZzSZ4MjPby/K6Ho9TpdA2KbFoDRWkxKkeCLv4ra+VYF/etUtUXruwysVVTVVIJtSmkZqMoNKhvqwpty/W1PgzOrmJ0e4Nz/OQ1AO67dW8Gx1eM3t0wht9h6eFIulLsMGsjVPC9dK0YeXsnuhUNhIrRwzI4pVoxxGC/BMeWp2q6aFGzfpoJZ8C3GxHseR659GAMTr04Zq8YVQelTQfOiTMbaKrCHT3E/S3bY3E2OhczP52p68HprzQ3Lprq94xUm8qjp3NJCrkkl9dKsTz4rWKV6XwKNYbQZTqlYViNIbVMSmsobU5oWksPTkhSU3uOKtQUozsIeD52co2ji1N7zpGpqlL7XoXzjIDrdrw0SIMzMDpNEwzj65f6qHwyuxQNQKCnNqQRBUWju1hmP4QNoBDvCxZWNUV5kX5SXelbP62ZqWySVELtq/mzZFioEcuohdOOzsSe02NWHfKZRNvpj+EFL6EpI6lsmp1KUa02GhxFUThyIM/l9XIsPbXNGD04If4Qtt3PdVQ+M5VsLYkO8cdC9BZW7BZSKxs2z1zY4vm37827Ab90O5tKoCj+44Z52EFtnCYRaXAGRLHDCOb5ab9k9dK13g1Ot6IBGO6IglKHYoi9EBYOQNyQWqrtOqq2y1R2MPkb8C+iCzPRY5y7sVO2SEUoNp9fKbJT7i2cZlpu25HRsOuJLc5mB5qvaYdv+KKFPLeK/3975x4lx1Ue+F9V9WN6NO+HRg9LtiWbKxksCz/xE5/wOAk2YCCGExzbi7HB8WY5ZMkS9gAJeJMcNmzwArvGLCFxzrEJYIcFkpgEsoFgwDx8bCNLwp9tyZYsS8LySDOj6Zl+Vdf+UVWtnp7q7upXTat1f+fMOT23blV/93ZVffd+97vfl2MuXf8enJ3PlWar9UjGY0vXcALWM6slYwMvgGeDy6b1TGq7nz+KXXQ4t0VzGrjymaZ7Ty9kCxxfcB0q9BqOpi7zi9VDrpiGwdRoioNHGjepZWtkOPRxZzidUjjtX8MB2LB6oDT2bEjhBMiRzxcZCjlqDkszmz8LdpFMzg5cxN7tmdPCutHmC675qFb+Fn9W02lzmk8ybhGPW8tcoP1ozM8dmgs6bQmz89nQv1VlmulsfnkunFr3TjM6uJ5JbceeaVb1xdi8fijweCP4gwTfQpFe0Gs4mhAUHceL8VX9Rlk9mmp4hlMsOuQKxbqmIj83eieotqG1VfoSsdLoPcwD5pthqrlEt/shHR9KMj3XmNNALm8HjqjLvdPCmtMWMzarR1M1Q7GUFM5YcFrpTjAykFjmHr12vB/DgL11FI5ddLOUht1EXKlwMtnCkvU+g9pm1PKcOGHxFViQSa3oOOzYO80rzxxrOZpFST5cB4qFTL5kvu7lGU7vtixCMtmCl02w+kt5aqyfJ/cexS4GezAFXrda7KgKBlJx5uZzfPgLPwkvdACWZWJXjF5LGQg7MOraODXA9FwmVFDQgX73JZWImRyvMN2YptFS/LQgxob6mEvnyBfsZUnN8gV7mbkt5xi8PLtIkH4omdMuCGdOK9huINah/tov5rGIZzgAg/0Jfn10cdlvMDHUx/N1FM5cOo9D/T04PsmEtSTnTyZvM1p2bswya+6DqZX8zqfSwSMec68ZZFLbd/g4c+lcS9EFyvHD7wz0xTg8vVBah+3lGU7vtixC5kO4Dm9aO0TBLrLnxbllZpVjx7OBcdAC9x0EcOmr1jC3kGt4k1slfX0xMgGmhFWpWMtrBEGhTH7rktPZEjJx1ehgkmsvO4ML1eSyvrJMM5TXUyOMlzZWZpeto2TzRQ5NLyzZ+W8bFvOL+cDR6a8aNKctZAqcNll/H83pawZ4y+VncOGWZuKQN0d/Msbm9cPL3KPPXDfE0y/M1Dx31sv0OdKC00D5s+BmOK2ucMwQazgOy0MQVYsY/cjOw8Qss+HsnrWImQar+lyT+GLWJmZVj5vYC2iF0wbCLKyfc8YYlmmwY8/0shfPbDpY4fgPWz2T2mmTA7z3mnMaFXsZ1XJrPH+4vm2+HkHtO33N4BLngVoYhsHbr9rUshxhKe3FmcsELty7UZRP/N4DqTj5bLC5b/e+Y2xePxxqFubOgA2GQ5idLNPkuiuj6xNwf4eggdX6yQF+/quX3IX9Ku2c8aIMDIU1qQU4DZQ70NQzT5pGOJNapVt1KhlbtoaTLxR5ZNdhzn/FRFvXM2OWQX/KjVU3M58llYzVjWh9MtO7qjRC0nVifIFrl33lpnF2eDk0wnAilIceF0TN2PAJhdMKB46kG/JOW1i0mRxNtWWNIEpKUdFrxAwsxVGrE7jTJ1m5hlNnE3QlhmFgeQE8q7M8tUG/lzKgnCeefZl0psAV29aG/v4wxGJmaaA6PZfpaXMaaIXTFuZDbo68YMsUB47Mh/Z+qppwStNxRgeSGNByXpzdzx/1zGn1Y6cVi24+n9GBky9asJ+Lp1ZU9FKk6AacBuyi4wa2dBxvhtPYsxCrEW2gWHQwDWPZGmIqwKT28I6DjA0lGwq6Gko+0ywFH505nu1phwHQCqcthPXkunCra2vfsTfcLCes04Cm/cRjJkMDiVKSs2ZwHDez5+b1Q6GCii5m7brrEt3K6hB5n2bncwyk4qEzx/r3fTZvl8L3N/osxGpEG7CLwR6g/RUmtaNzGXbtPcrlr1rb9v1OfoI7gKLT2w4DoBVOW/C9S2rtmQDYMDXIxHAfO54NqXACEk5pomNiqLnNnz4HjqSZW8hzzhn1R8WO42AXi21LKRA1fYkYwwOJmia1mfls6NmNe00vJ062EBgpOgxxy6iWKYJClUjTlSa1H+88jANc3mZzGrgDm1SZDL2cXhq0wmkL84t5UslYXbu7YRicu3mc3fuOBqbsraT0kLUh5L6mcVrN/Hlis2d9c9pi1mZ0MBl6n043MjXaX9ekFjasDZTlxMnbZeblxp6FWjlxCnZxSW4dn3KTWrHo8KMdB9mycYTVI+3f72RZJnHLKnk89voMJ/LWKaU2AvcBqwEBbhCR+Yo6CeDLwIXAIvBuEXlKKRUHpoG9ZdUvAIrAp4Frvc+3iciPO90Wn3qbPsvZtmmc7z/2Ik+/MMMrz6w98g3KcKiJjvGhPh5/5mWKjtOw27W/2XPTunDmtIJdZGI4ug2cnWBqNMUvn3256vHZ+SxTG8KH9inPiWNbrtJo1KRmxWoE8HSMJZGnffqTMfKFIvlCkV3PTXNkJsN1V3TGG9DfK7QqFSeb12s4neBu4G4R2QI8Cnw8oM4HgLSIbAU+CNzrlW8DHhGR7WV/NvAOYCtwDnAdcK9SKrJfrlZYm0q2nO4mbfrlnuoPpo92GlhZxoaSFOwizx1s3C38xSNp5tK5UN5pmWyBwf5EqBA/3cyasX7mFvKBYWEcx2E2nWsoVXnJpJazQ28RqCRuWVVnOE6VXDrlATz/9ef7SSUtzleTDX1vWPwlIf/90esznEgVjjdDuQp40Cu6F7g+oOo1wP0AIvJDYNKbGV3kfX5UKfVTpdRry+p/VUSKIvI0sB+4rHMtWUq6RmqCSpJxiy0bR3kyhHt0JmeTiFWPhqvpLOedNcHwQIJP3f8Y//yz/Q3lVtm97ximaaBCbPbMFYqlRfeTmdWjvqfa8nWcdKZAwXZCRxmApQon7CboSmoF8DSc4Fw6vuKfnsvwo18e5OKtUx2zMpimgWGUKRw9w2krE8CciPhDoEPAaQH11nnHqKjnAN8ELgV+D/iaUmqiRv1ISC8WGtoMtm3zOL8+tljTowdc27X2UFs5JkdS3HnLxWzbPM7Xv/8sn/naExw7Xt9rreSdtm4ocI2gnFzepj8Z64mRrR/TLUjhlPbgNDDDSZYUTvNOA248teUDtmLRwbSWu0TDiVnGvz9xkFzebvvem3Is08Dh1JnhdKx1Sqnrgbsqip9h+XgjaPXcrKhnAEUR+WJZ2eNKqZ8Bl1er34i84+MDjVRfQjpbYGK0n8nJ+rvmJycHufqijdz/vafZ++t5XqWmmM3YwecaBqtS8VDXbRdB31VVvohZCRkmgU++/zK++7N9fOlbO/nE3/ycW996LiPDKYYqNjCOjqwCYN+hOWbTOd50+ZmlsmrMzGc4e8NoQyP/Zoii74ZG3BnOfLa47Pte9JwJNq4fCZQlqCzmWQ3iyXjJ9LVu7TCTDcSO61/MczSdX9a/2bzNqGUGfu/a4+5+oZ/uOsyGqUEu2ba+Y7v/C3aRQ7NZJkfd+2Tt1FDDv1U3PJth6ZjCEZEHgAfKy/xFf6WU5a29rAUOBpx+wDu2x/t/DXBQKXUj8BMR8csNIF9Wn/L6jcg7PT3fcHZAcEdK6cU8Jk5gWJhy/NAxFm6E3Z/sOMilW1dzbCbNkb7lI7fZ4xlipln3uu2iWmibavJFSTXZouL8zeP88c0X8n++vZu7/u4xtp81wZsvP730IhodWcWxGTca+E93HsQ0DTaMp0plQeQLReyiQ2YhS24x1zHZo+y7saEkzx04tuz79r84634o2MuOVZPPX8OcPpouzUTSxzMcKdjL6lYjm7OZnVukWFi6rrSYLTC8KhH4vbmM+1vkCkXecPFGXm4iU29YHMdhdnYRy3DfPflMvqHfaqWeC9M0mhqkR2pSE5E88DDwLq/oJuA7AVUf8o6hlLoCyIjIfuA84ENeuQJe7V3vIeAGpZSllDoLeAXwiw42pYSfh6bR8P3nbhpH9h9bEpywkkzOpi+pTWrdwtrxVXz0pgt47fZ1PPHsy/zg8eVjGt+ctimEOW0xa7NmNNX2wKMrSTXX6BkvcGcjbtGJuIkBLLbgNFBt/dOusgcHTpi1LNPg6gs6a5n3w++cPjXAWeuHWD9Ze0Z8srMSXmp3AO9TSu0GrgQ+BqCUul0pdadX5/NAUim1C/gccKNXfiewWim1E9fx4CYROe593gXsAL4FvFdEqm8IaCPzIeKoBXHe5nEKtus6W41MiORrmmiJWSZvv2oTrzpzjId3HOLxp48sOX7w5TSz6Rzn1ImCbdtFYpaxzCx3sjM11h+4Njk7nyMZtxryxDMMN+1ENmeTybuRlMNGKfCptjXOARJVni1/4X7b5nFGBzu/ETdmmQz0x7nuyk0nvadiPSJvnYjsA64OKL+n7HMGuDmgzhzw2wHlDvCH3l+kpEOkJgji7A0j9CUsntwzzVXb1wXWyebtUhphTfdgGAa/ccFpLGQL/OMj+xhcleAib61m9/Oed9rG2t5pC5kCaydW9ZwH4tRoinSmsGyrwMx8tqHZjU8yYZHNF7CLZlOeYpbpzpIcx1m2DlMZJdqnLxHjbVdt4vyz25eGoBYxyyRvhzcTnszoSAMtMh8iNUEQMcvklWeM8cs908tyi/hkcgW9B6dLsUyD66/ezOqRFA9+fw8vHpl3UxE8f4xNawdrjlTdIJ0GIx12FFgJ/GRwlbOc2flcQ2FtfPoSMW8fjt10xA3LDA5vE4tVV/ZvvuwM1k8270jUCHGrXkTr3kErnBY5kZqg8Yfh3M3jHDue5aWZYOtfNmfr1ARdTDJh8TuvP5tkwuJL33oS2T/jmtPqxE5byBSYHEk1bB46GajmGj2bzjXlidcXd1MUNBMp2seqCOBZLDpYptE1KSBqhd/pNbqjx09i0iEjRQdx7iY3Ve0zL8wGHtdOA93P0KoE73792WRyNg/8YA+mUduc5jgOjkPPmkonR1IYBvz66NJB1Gw6GzrTZzl9Xk6cVmb78djSFAUFu9hVayU1w+/0GFrhtMh8Jo9h0NQNPDqYZOPUAM8cWK5wfJdZHUet+5ka6+c/eBlXN62rbU5byBS8FAS9+bvGLJOJ4b4lM5xs3mYxazdlUit3Gmh2E3RlTpyC7XSVM07MNKtGtO41tMJpkfRigVV98aZdW7dtHufAkfmSe7VPs6E8NCvDltPHuO3ac3jL5WdWreOmIHBK6at7lanR/iUzHD/KwHATHnl9CasULbrZwVfMMiiWbQMvFp2ushzELK1wNCGZX8w3ZU7z2bZpAseBXc8dXVKeyepcOCcba8b7Geivfi9kcjbDA8meH0S4e3EWSs4wM/PuRspGwtr4uCa1QktOA/GKGY7jOF01w3TD76y0FNGgFU6LNJKaIIhN64ZIJS12VATzzOR1LpxeI1coMnmSpyAIw+qxFJmczdyCO2ufK6WWbnyGk4zHXJNaC04DsZhZEfjKqOoSvRKYhnGq6ButcFplvoFI0UGYpsHm9cM8uXd6yShMpyboLbI5m8FUvOejAcNy1+gZ36TW5AynVYVjmhVeYI7TVWm8a0W07jW6p9dPUhqNFB3E2euHOb6Q5/lDJ2IiZXTytZ4im7dL4ft7nUrX6Nl0Dss0mnpO+hIWDq5nWbOmyPIZhF0sEuuylB+mFzH6VEArnBaZz4RPvlaNzeuHMYAdZUnZMnqG0zPk8japZIxVp8DsBmBiuA/LNEqOAzPzWYZWJZpyrClXMs16llllysW2HVJdZqY2zVNmCUcrnFYo2EWyObvlF0l/X4xN64d4cu+JdZxmgxVquo9Mzmb1SKpjIe67Dcs0mRhJnZjhzOeaCmsDS+//esFQq1GeE6dgF7vKQw28GVgXzbg6iVY4LZBuMnBnENs2T/DcoePMegusJ9yiu2s0pmmMQqFIPGYy2OQL92RlajRVmuG4qaWb2+iaLIu00ax52V0jcY1Wtt19jjiGYRDTCkdTj/kWogxUss2LOrDTm+Vop4HeYCFbYGq0v6dSEIRharSfl2Zc1+jZ+WxTDgPAktlI004D5X1v0FUOAz5WF3nNdZJTo5Udwo8U3Q6Fs3FqgOGBRMk9ejFnYwCJLnw4NOGwi0Us02j6ZXsyMzWWIpcvMj2X4fhCvnmTWrwNCsc0MAzD2xfkdGUMu25Ugp3g1GhlhyjlwmnBLdrHMAy2bRpn53NHS2tDyYR1ytj9e5GFRZup0f6uCRIZJVNjrkfeMwdmcWhuDw4sdRpoZcNszI+n5nTnyz12itwjp0YrO8QJk1p7zC8ldQAADb5JREFUbMLbNo+zmC2w58VZnZrgJMdNQQAjg70ZpLMeU6Oua/TTL8wANBW4EyqcBlpYe4lZBoWCQzxudaV5M2Z1n0ydQCucFvDjn7XDaQDgnDPGsEyDHXunyeZt7TBwErOYsZkY7utK800UjA25bfcVTrMznHIl08qetJhpkit0bwbdbpx1dYJTo5UdYn4xj2UabducmUrGeMWGEXbsmdbppU9iHMeh6BQZ6/EgnbUwDYPVoykOTbuu0c3EUYPKGU7zz0M8ZpIrdFdagnJip4jCibz3lVIbgfuA1YAAN4jIfEWdBPBl4EJgEXi3iDyllLoHeE1Z1XOBd4nIg0qpvcBc2bE3i8gLHWxKKcpAO9dZzt00zte//yzZnN3zUYV7lcVsgbGhPhKn+IBhajTFwZfTgJs3qBlilollGi2n6rAsg0Le6VoztWkaXRX9oFOshFq9G7hbRLYAjwIfD6jzASAtIluBDwL3AojI7SKyXUS2A58Dvgf8vVJqHMj5x7y/jiobcPfhtMNDrZzzznLdo1+ezfR8VOFexHEcCrZzSs9ufPyYagOpeEumxb6ERSLeWjiamGViWEbXmq5Mw8A8BeINRNr7Sqk4cBXwoFd0L3B9QNVrgPsBROSHwKQ3M/KvMw7cCbxfRBzgIsBQSv1YKfWYUiromm1nfjHPQJvDlawZ62di2H1ZdetoTFOdTM5maFWia003UeLHVGvVLbwvYbW8WTNumSQso2vX1Cw9w+kIE8CciBS8/w8BpwXUW+cdo0q9PwC+KiL7vP/7gH8BXg+8HfiMUmprOwUPIp1p/wzHMAy2bXZnOVrhnHzkC0VWj/R+CoIw+DOcZj3UfJKJWMvrmaZpEI9bXbtW4prUVlqKztOxYZg3y7irovgZlgfiLrIcs6Ke4ddTSpnALcDF/kER+SbwTe/f55VS3wDeCPwqrLzj4wNhq5ZYyNpMjPYzOTkY+pygurMZe0n5ledv4N8ee5GR4VRD124HYeRbKbpBBoBkOsfRdJ6B/hMvUrvo0JdKMjiY4vQNYysoXTAr0XemNyuZmhio+/21jg/0x8kXii21IbWQI28YTK0eavjcKPouX7BZtJv7rm55LsLQMYUjIg8AD5SXeSa1aaWUJSI2sBY4GHD6Ae/YHu//NWX1LgWeEZEDZde9FjgsIo96RQawNGdzHaan5ykWGwsSHrMMRlbFOXLkeP3KuDdGUN1ivrCkfO1wkoFUnFVxK/S120FY+VaCarKtBIvZAosLWdLpTKlsZKSf2ZkFNkx1j5w+K9V3juMwOphkfCBR8/vryTc6kCRfKLbUhlzexs42fh9H1XdFxyG7kO1a+SoxTaOpQXqkhmYRySulHgbeBXwFuAn4TkDVh7xjP1JKXQFkRGS/d+xS4OGK+mcA71dKvRWYBN4C/GX7W7CUT95ycVs2bI1WbA5MxC3+++2Xdk0unEr5TnVSyRhq4+iSsm5SiN2CYRj86a2XkIi3Ziu65U1baTVDWSJuMdnFpk7TMErRGXqZlVjZvAP4W6XUx4D9wO8AKKVuB9aJyB8Dnwe+qJTaBWSBG8vO3wTsqLjmPcA2YCeuOe6PytZ3OkYnFYJedNb0Au24j7vVs0zTOJG/1TxFcHVA+T1lnzPAzVXOvyOgrAC8r31SajQajabd6KGDRqPRaCJBKxyNRqPRRIJWOBqNRqOJBK1wNBqNRhMJWuFoNBqNJhK07y1YQGRxjLo9XlI3y9fNskF3y9fNskF3y9fNssHKyFf2nQ3tDTHcPN+nNFewfCOpRqPRaOpzJfCjsJW1woEkbrTpQ4C9wrJoNBrNyYCFG37sF7ib80OhFY5Go9FoIkE7DWg0Go0mErTC0Wg0Gk0kaIWj0Wg0mkjQCkej0Wg0kaAVjkaj0WgiQSscjUaj0USCVjgajUajiQQd2qYNKKU2AvcBqwEBbhCR+Sp13wB8RERe5/1vAJ8GrgWKwG0i8mPv2IeA23AHBh8RkW90QjalVAL4MnAhsAi8W0SeUkrdA7ymrOq5wLtE5EGl1F5gruzYm0XkhYjliwPTwN6y6hfg9mNgn0Yo2wDw18AWwAD+TES+6p3TUt8ppd4NfAyIA/9TRP53xfHtwF8BQ8APgdtFpFCtPUqpEeB+3Gy6R4B3isjhsPK0Ub7LgbuABO7veouI7FNKvRb4BuD30eMi8p6IZbsZ+BTwa6/qP4nIRxt59jslHzAGfLes2jAwKSID7ey7dqBnOO3hbuBuEdkCPAp8vLKCUsr0FMhXWRp/6B3AVuAc4DrgXqVUTCl1EfC7wHbc8DufVkqNdUI24ANAWkS2Ah8E7gUQkdtFZLuIbAc+B3wP+Hul1DiQ8495fw0rm1blw00r/kiFHDZV+jRi2T4C7BeRbcDrgM8opaZa7Tul1Hrgz3Dvie3A+5RS51RUuw/4fRF5Ba6yu61Oe/4UeNhrw5eAz4aVp83y3Q/c6t1v9+Pec+Aq8/9R1l/NKptWZLsQ+M9lMnzUKw9zj3RUPhF5qew5PR94nhMZkNvSd+1CK5wW8UbZVwEPekX3AtcHVN3q/d1WUX4N8FURKYrI08B+4DLgTcA3RCQjIi8BP8AdsXdCtmtwH3BE5IfApDdy868zDtwJvF9EHNxQQIZS6sdKqceUUkHXjEK+i7zPjyqlfuqN5vz6QX0apWz/jvfC9H6/o8AaWu+71wP/JiJHRSTtyffbZXKfDqRE5KflctdpT6kNwN8Bv+XVb4Zm5UsCHxORHV75DsC/By8C3qiU2qGU+rZSakOUspXJcLNS6kml1H1KqdEG7pEo5PN5D7AgIl8pk7sdfdcWtMJpnQlgTkQK3v+HgNMqK4nILhG5FffFU8467xwf//xq5W2XLcR3/QHuC3yf938f8C+4D8jbcUfvWxuUrR3yOcA3gUuB3wO+ppSaCNGejssmIt8Tkf0ASql34sbs20XrfVevbdWO12pP6Rzv+Bww2YBMLcsnIlkRuQ9cawDwCdzfFmAG+Lw3W3wI10oQmWxln/8b7qz6BeB/Ef4eiUI+lFIW8FHc2bVPu/quLeg1nAbwRqN3VRQ/g/viK6fYwGXNivMN7/xq5Z2Qrep3eQ//LcDF/kER+SYnXgbPK6W+AbwR+FWU8onIF8vKHldK/Qy4vFZ7opKt4tqfBX7TezE13HeNfF+N45Xl5e2pjG9fs786JB9QWhP7W9x305+Da9r1j4vIPUqpTymlhkVkNirZRORtZTL+BbAH+DCtPfttk8/jN4FnRORJv6CNfdcWtMJpABF5AHigvMxfuFZKWd76wVrgYAOXPeCd47PGOz+oXDokm/9deypkAHf28IyIHCi77rXAYRF51CsygHyNNnZEPqXUjcBPRMQv9+Wo1qeRyeZd4z8B/wV4o/8SaKbvAr7vyhptq9b2l4DhKu150at3wFvrGsRdtG+GZuXDc7T4tvfdbxWRvDfg+a/Apzy5fQo0TlOyKaWGcR0Y/EGJ4X1/rT5thqb7zuM6ymYwbe67tqBNai0iInncfDrv8opuAr7TwCUeAm5QSllKqbOAV+CG/P4O8A6lVL9SahJ34fn/dUi2h7xjKKWuADK+OQhX4VTmCzoD+BPPEWIKeAvwT43I1ib5zgM+5JUr4NXe9ar1aWSyKaWuwzVFXl4+4qT1vvtX4HVKqUmlVD+ug8Q/l8m9D8h4Hl8ANwLfqdOeUhu84w979ZuhKfm8z/cBz+J6Qma9+kXgbd51UErdBPzMW+OISrZ54MNKqUu88t8H/m8bnv12yeez5Fltc9+1Ba1w2sMduB4lu3FHKB8DUErdrpS6s865D+La9ncA3wLeKyKLIvJz3AfwF7gJjj4uIi92SLbPA0ml1C7che4by87fhDuyKuceXPvxTtzF8T8qW9+JUr47gdVKqZ24/XiTiBynSp9GLNsngRTwD0qpJ7y/C2mx77x74KPA94EngK+IyM+VUg951we4AbhLKfUUMMAJb6/A9uB6Vr3Ga8MdwH8MK0+75FNKvRp4K65J9DGvvx7y6t8MfNCT7z3ArVHK5s0O3gl8QSn1K1zX+w979av1aWTylV0i6FltS9+1C50PR6PRaDSRoGc4Go1Go4kErXA0Go1GEwla4Wg0Go0mErTC0Wg0Gk0kaIWj0Wg0mkjQCkej0Wg0kaAVjkaj0WgiQYe20WhWAC/syF24+YYGccOl3Ao8DfwNsBk3xMthYKeIfMIL8vlZYBw3xcXnROSvV0B8jaYp9AxHo1kZLsGN/nupiJyDG7DyI7g7x3eJm5vmery0Cl6MswdxE/FdALwW+EOl1GuCLq7RdCM60oBGs0J48d9+A3c2czVwHDeB1vl+QFKl1OdwU1p8HXgMeKrsEsPAX4jIFyIUW6NpGm1S02hWAKXUNbjmsb/Ejff2FG6G1wJL0wX4UX4tYNbL6uhfYwpYkTDzGk0zaJOaRrMyvAH4B2928ihuaHkLN3L0e6GUafVtuDlQBFhUSv2ud2wDbgDQC6IXXaNpDm1S02hWAKXUFtx0zjHv77u4YeTPA/4KOAvXacAA/lFEPq2UOg93VjQGxIHPisg9KyC+RtMUWuFoNF2EUuoO4HEReUQplcTNb/InItJKnhWNpivQazgaTXexG/i8l58+ATyglY2mV9AzHI1Go9FEgnYa0Gg0Gk0kaIWj0Wg0mkjQCkej0Wg0kaAVjkaj0WgiQSscjUaj0USCVjgajUajiYT/D22euo4BJELVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; sns.set()\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.datasets import load_diabetes\n",
    "\n",
    "def fun(x):\n",
    "    if x >0:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "\n",
    "# sklearn自带数据 diabetes 糖尿病数据集\n",
    "diabetes=load_diabetes()\n",
    "data = pd.DataFrame(diabetes.data, columns=diabetes.feature_names)\n",
    "#只抽取前80个数据\n",
    "df=data[:80]\n",
    "#由于diabetes中的数据均已归一化处理过，sex列中的值也归一化，现将其划分一下，大于0的设置为1，小于等于0的设置为0\n",
    "df['sex']=df['sex'].apply(lambda x: fun(x))\n",
    "\n",
    "\"\"\"\n",
    "案例1： 绘制带有误差带的单线图，显示置信区间\n",
    "\"\"\"\n",
    "ax = sns.lineplot(x=\"age\", y=\"s4\",data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:21: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; sns.set()\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.datasets import load_diabetes\n",
    "\n",
    "def fun(x):\n",
    "    if x >0:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "# sklearn自带数据 diabetes 糖尿病数据集\n",
    "diabetes=load_diabetes()\n",
    "data = pd.DataFrame(diabetes.data, columns=diabetes.feature_names)\n",
    "#只抽取前80个数据\n",
    "df=data[:80]\n",
    "#由于diabetes中的数据均已归一化处理过，sex列中的值也归一化，现将其划分一下，大于0的设置为1，小于等于0的设置为0\n",
    "df['sex']=df['sex'].apply(lambda x: fun(x))\n",
    "\"\"\"\n",
    "案例2：绘制带有误差带的单线图，显示置信区间\n",
    "\"\"\"\n",
    "dd=[df['s1'],df['s2'],df['s3'],df['s4']]\n",
    "ax = sns.lineplot(data=dd)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:21: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; sns.set()\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.datasets import load_diabetes\n",
    "\n",
    "def fun(x):\n",
    "    if x >0:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "# sklearn自带数据 diabetes 糖尿病数据集\n",
    "diabetes=load_diabetes()\n",
    "data = pd.DataFrame(diabetes.data, columns=diabetes.feature_names)\n",
    "#只抽取前80个数据\n",
    "df=data[:80]\n",
    "#由于diabetes中的数据均已归一化处理过，sex列中的值也归一化，现将其划分一下，大于0的设置为1，小于等于0的设置为0\n",
    "df['sex']=df['sex'].apply(lambda x: fun(x))\n",
    "\"\"\"\n",
    "案例3：设置hue为sex,按照sex分组，并显示不同颜色\n",
    "\"\"\"\n",
    "sns.lineplot(x=\"age\", y=\"s4\", hue=\"sex\",data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:21: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; sns.set()\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.datasets import load_diabetes\n",
    "\n",
    "def fun(x):\n",
    "    if x >0:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "# sklearn自带数据 diabetes 糖尿病数据集\n",
    "diabetes=load_diabetes()\n",
    "data = pd.DataFrame(diabetes.data, columns=diabetes.feature_names)\n",
    "#只抽取前80个数据\n",
    "df=data[:80]\n",
    "#由于diabetes中的数据均已归一化处理过，sex列中的值也归一化，现将其划分一下，大于0的设置为1，小于等于0的设置为0\n",
    "df['sex']=df['sex'].apply(lambda x: fun(x))\n",
    "\"\"\"\n",
    "案例4:使用颜色和线型显示分组变量\n",
    "\"\"\"\n",
    "sns.lineplot(x=\"age\", y=\"s1\",hue=\"sex\", style=\"sex\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:21: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; sns.set()\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.datasets import load_diabetes\n",
    "\n",
    "def fun(x):\n",
    "    if x >0:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "# sklearn自带数据 diabetes 糖尿病数据集\n",
    "diabetes=load_diabetes()\n",
    "data = pd.DataFrame(diabetes.data, columns=diabetes.feature_names)\n",
    "#只抽取前80个数据\n",
    "df=data[:80]\n",
    "#由于diabetes中的数据均已归一化处理过，sex列中的值也归一化，现将其划分一下，大于0的设置为1，小于等于0的设置为0\n",
    "df['sex']=df['sex'].apply(lambda x: fun(x))\n",
    "\"\"\"\n",
    "案例5：使用标记来标识组，而不用破折号来标识组：设置markers为True,设置dashes为False\n",
    "\"\"\"\n",
    "sns.lineplot(x=\"age\", y=\"s1\",hue=\"sex\", style=\"sex\", markers=True, dashes=False, data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:21: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "E:\\softinstall\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; sns.set()\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.datasets import load_diabetes\n",
    "\n",
    "def fun(x):\n",
    "    if x >0:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "# sklearn自带数据 diabetes 糖尿病数据集\n",
    "diabetes=load_diabetes()\n",
    "data = pd.DataFrame(diabetes.data, columns=diabetes.feature_names)\n",
    "#只抽取前80个数据\n",
    "df=data[:80]\n",
    "#由于diabetes中的数据均已归一化处理过，sex列中的值也归一化，现将其划分一下，大于0的设置为1，小于等于0的设置为0\n",
    "df['sex']=df['sex'].apply(lambda x: fun(x))\n",
    "\"\"\"\n",
    "案例6：显示错误条，而不显示错误带\n",
    "\"\"\"\n",
    "sns.lineplot(x=\"age\", y=\"s5\",hue=\"sex\",err_style=\"bars\", ci=68, data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>align</th>\n",
       "      <th>choice</th>\n",
       "      <th>time</th>\n",
       "      <th>coherence</th>\n",
       "      <th>firing_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>dots</td>\n",
       "      <td>T1</td>\n",
       "      <td>-80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.189967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>dots</td>\n",
       "      <td>T1</td>\n",
       "      <td>-80</td>\n",
       "      <td>3.2</td>\n",
       "      <td>31.691726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dots</td>\n",
       "      <td>T1</td>\n",
       "      <td>-80</td>\n",
       "      <td>6.4</td>\n",
       "      <td>34.279840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>dots</td>\n",
       "      <td>T1</td>\n",
       "      <td>-80</td>\n",
       "      <td>12.8</td>\n",
       "      <td>32.631874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>dots</td>\n",
       "      <td>T1</td>\n",
       "      <td>-80</td>\n",
       "      <td>25.6</td>\n",
       "      <td>35.060487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>dots</td>\n",
       "      <td>T1</td>\n",
       "      <td>-80</td>\n",
       "      <td>51.2</td>\n",
       "      <td>34.987571</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  align choice  time  coherence  firing_rate\n",
       "0  dots     T1   -80        0.0    33.189967\n",
       "1  dots     T1   -80        3.2    31.691726\n",
       "2  dots     T1   -80        6.4    34.279840\n",
       "3  dots     T1   -80       12.8    32.631874\n",
       "4  dots     T1   -80       25.6    35.060487\n",
       "5  dots     T1   -80       51.2    34.987571"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import seaborn as sns; \n",
    "dots = sns.load_dataset(\"dots\")\n",
    "\n",
    "dots[:6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns; \n",
    "import matplotlib.pyplot as plt\n",
    "sns.set()\n",
    "#获取列名为align的列中，值为dots的所有数据\n",
    "dots = sns.load_dataset(\"dots\").query(\"align == 'dots'\")\n",
    "\n",
    "sns.lineplot(x=\"time\", y=\"firing_rate\",hue=\"coherence\",style=\"choice\",data=dots)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import LogNorm\n",
    "import seaborn as sns; \n",
    "import matplotlib.pyplot as plt\n",
    "sns.set()\n",
    "#获取列名为align的列中，值为dots的所有数据\n",
    "dots = sns.load_dataset(\"dots\").query(\"align == 'dots'\")\n",
    "\n",
    "sns.lineplot(x=\"time\", y=\"firing_rate\",hue=\"coherence\", style=\"choice\", hue_norm=LogNorm(), data=dots)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import LogNorm\n",
    "import seaborn as sns; \n",
    "import matplotlib.pyplot as plt\n",
    "sns.set()\n",
    "#获取列名为align的列中，值为dots的所有数据\n",
    "dots = sns.load_dataset(\"dots\").query(\"align == 'dots'\")\n",
    "\"\"\"\n",
    "# 使用不同的调色板 palette\n",
    "\"\"\"\n",
    "sns.lineplot(x=\"time\", y=\"firing_rate\",hue=\"coherence\", style=\"choice\",palette=\"ch:2.5,.25\", data=dots)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import LogNorm\n",
    "import seaborn as sns; \n",
    "import matplotlib.pyplot as plt\n",
    "sns.set()\n",
    "#获取列名为align的列中，值为dots的所有数据\n",
    "dots = sns.load_dataset(\"dots\").query(\"align == 'dots'\")\n",
    "\"\"\"\n",
    "# 使用不同的调色板 palette\n",
    "\"\"\"\n",
    "palette = sns.color_palette(\"mako_r\", 6)\n",
    "sns.lineplot(x=\"time\", y=\"firing_rate\",hue=\"coherence\", style=\"choice\",palette=palette, data=dots)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd;\n",
    "import matplotlib.pyplot as plt\n",
    "# 构建 时间序列数据 从2000-1-31开始，以月份为间隔，构建100条记录\n",
    "index = pd.date_range(\"1 1 2000\", periods=100,freq=\"m\", name=\"date\")\n",
    "data = np.random.randn(100, 4).cumsum(axis=0)\n",
    "\n",
    "# 构建5列数据，列名分别为data a b c d\n",
    "wide_df = pd.DataFrame(data, index, [\"a\", \"b\", \"c\", \"d\"])\n",
    "\"\"\"\n",
    "案例7：绘制时间序列数据\n",
    "\"\"\"\n",
    "sns.lineplot(data=wide_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd;\n",
    "import matplotlib.pyplot as plt\n",
    "# 构建DataFrame数据\n",
    "index = pd.date_range(\"1 1 2000\", periods=100,freq=\"m\", name=\"date\")\n",
    "data = np.random.randn(100, 4).cumsum(axis=0)\n",
    "\n",
    "# 构建5列数据，列名分别为data a b c d\n",
    "wide_df = pd.DataFrame(data, index, [\"a\", \"b\", \"c\", \"d\"])\n",
    "\n",
    "# 绘制列表序列\n",
    "list_data = [wide_df.loc[:\"2005\", \"a\"], wide_df.loc[\"2003\":, \"b\"]]\n",
    "sns.lineplot(data=list_data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd; \n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\"\"\"\n",
    "给定点坐标，并连线\n",
    "\"\"\"\n",
    "x, y = np.random.randn(2, 5000).cumsum(axis=1)\n",
    "sns.lineplot(x=x, y=y, sort=False, lw=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "整理制作：数据挖掘分析可视化学研社：\n",
    "\n",
    "<div>\n",
    "<table align=\"left\" border=\"1\" bordercolor=\"#000000\">\n",
    "    <div>\n",
    "    <tr>\n",
    "        <td>\n",
    "            微信公众号：数据挖掘分析可视化学研社<br>\n",
    "            <img src=\"../image/visual.jpg\" width=\"150\" height=\"150\" align=\"left\"/>    \n",
    "        </td>\n",
    "    </tr>\n",
    "    </div>\n",
    "    <div>\n",
    "     <tr>\n",
    "        <td>\n",
    "        配置环境：python 3.4+  \n",
    "        </td>\n",
    "    </tr>\n",
    "        </div>\n",
    "</table>\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
